EP3348924A4 - Air conditioner and air-conditioning system - Google Patents
Air conditioner and air-conditioning system Download PDFInfo
- Publication number
- EP3348924A4 EP3348924A4 EP16904841.0A EP16904841A EP3348924A4 EP 3348924 A4 EP3348924 A4 EP 3348924A4 EP 16904841 A EP16904841 A EP 16904841A EP 3348924 A4 EP3348924 A4 EP 3348924A4
- Authority
- EP
- European Patent Office
- Prior art keywords
- air
- conditioning system
- air conditioner
- conditioner
- conditioning
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Granted
Links
- 238000004378 air conditioning Methods 0.000 title 1
Classifications
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/30—Control or safety arrangements for purposes related to the operation of the system, e.g. for safety or monitoring
- F24F11/32—Responding to malfunctions or emergencies
- F24F11/38—Failure diagnosis
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/50—Control or safety arrangements characterised by user interfaces or communication
- F24F11/52—Indication arrangements, e.g. displays
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/50—Control or safety arrangements characterised by user interfaces or communication
- F24F11/56—Remote control
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/50—Control or safety arrangements characterised by user interfaces or communication
- F24F11/56—Remote control
- F24F11/58—Remote control using Internet communication
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/62—Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F11/00—Control or safety arrangements
- F24F11/62—Control or safety arrangements characterised by the type of control or by internal processing, e.g. using fuzzy logic, adaptive control or estimation of values
- F24F11/63—Electronic processing
- F24F11/64—Electronic processing using pre-stored data
-
- G—PHYSICS
- G05—CONTROLLING; REGULATING
- G05B—CONTROL OR REGULATING SYSTEMS IN GENERAL; FUNCTIONAL ELEMENTS OF SUCH SYSTEMS; MONITORING OR TESTING ARRANGEMENTS FOR SUCH SYSTEMS OR ELEMENTS
- G05B13/00—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion
- G05B13/02—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric
- G05B13/0265—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion
- G05B13/027—Adaptive control systems, i.e. systems automatically adjusting themselves to have a performance which is optimum according to some preassigned criterion electric the criterion being a learning criterion using neural networks only
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/04—Architecture, e.g. interconnection topology
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
- G06N3/084—Backpropagation, e.g. using gradient descent
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F2110/00—Control inputs relating to air properties
- F24F2110/10—Temperature
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F2110/00—Control inputs relating to air properties
- F24F2110/10—Temperature
- F24F2110/12—Temperature of the outside air
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F24—HEATING; RANGES; VENTILATING
- F24F—AIR-CONDITIONING; AIR-HUMIDIFICATION; VENTILATION; USE OF AIR CURRENTS FOR SCREENING
- F24F2140/00—Control inputs relating to system states
- F24F2140/20—Heat-exchange fluid temperature
Landscapes
- Engineering & Computer Science (AREA)
- General Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Chemical & Material Sciences (AREA)
- Combustion & Propulsion (AREA)
- Mechanical Engineering (AREA)
- Artificial Intelligence (AREA)
- Health & Medical Sciences (AREA)
- Theoretical Computer Science (AREA)
- Evolutionary Computation (AREA)
- Biomedical Technology (AREA)
- Mathematical Physics (AREA)
- Human Computer Interaction (AREA)
- General Physics & Mathematics (AREA)
- Software Systems (AREA)
- Signal Processing (AREA)
- Data Mining & Analysis (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biophysics (AREA)
- Computational Linguistics (AREA)
- General Health & Medical Sciences (AREA)
- Molecular Biology (AREA)
- Computing Systems (AREA)
- Fuzzy Systems (AREA)
- Automation & Control Theory (AREA)
- Medical Informatics (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Air Conditioning Control Device (AREA)
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
PCT/JP2016/084231 WO2018092258A1 (en) | 2016-11-18 | 2016-11-18 | Air conditioner and air-conditioning system |
Publications (3)
Publication Number | Publication Date |
---|---|
EP3348924A1 EP3348924A1 (en) | 2018-07-18 |
EP3348924A4 true EP3348924A4 (en) | 2018-07-18 |
EP3348924B1 EP3348924B1 (en) | 2019-08-28 |
Family
ID=62145829
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
EP16904841.0A Active EP3348924B1 (en) | 2016-11-18 | 2016-11-18 | Air conditioner and air-conditioning system |
Country Status (5)
Country | Link |
---|---|
US (1) | US11486594B2 (en) |
EP (1) | EP3348924B1 (en) |
JP (1) | JP6625239B2 (en) |
CN (1) | CN109937331B (en) |
WO (1) | WO2018092258A1 (en) |
Families Citing this family (18)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US11859846B2 (en) | 2018-06-15 | 2024-01-02 | Johnson Controls Tyco IP Holdings LLP | Cost savings from fault prediction and diagnosis |
US11531310B2 (en) | 2018-06-15 | 2022-12-20 | Johnson Controls Tyco IP Holdings LLP | Adaptive selection of machine learning/deep learning model with optimal hyper-parameters for anomaly detection of connected chillers |
CN109059170A (en) * | 2018-06-20 | 2018-12-21 | 上海安悦节能技术有限公司 | Central air conditioning system based on neural network algorithm |
CN109405174A (en) * | 2018-10-08 | 2019-03-01 | 珠海格力电器股份有限公司 | Fault information repair reporting method and device |
CN109882999A (en) * | 2018-12-19 | 2019-06-14 | 郑州大学 | A kind of method and intelligent air condition based on Internet of Things and machine learning |
JP7263121B2 (en) * | 2019-05-24 | 2023-04-24 | 株式会社Screenホールディングス | DATA COLLECTION METHOD, LEARNING METHOD, DATA COLLECTION SYSTEM AND LEARNING SYSTEM |
CN110500709B (en) * | 2019-07-29 | 2021-04-20 | 七彩安科智慧科技有限公司 | Air conditioner running state online judging method |
WO2021028967A1 (en) * | 2019-08-09 | 2021-02-18 | 三菱電機株式会社 | Control system, server, device, control method, and program |
CN110471380A (en) * | 2019-08-15 | 2019-11-19 | 四川长虹电器股份有限公司 | A kind of air conditioning failure monitoring and method for early warning for smart home system |
CN111397107A (en) * | 2020-03-31 | 2020-07-10 | 广东美的制冷设备有限公司 | Screen display method and device of air conditioner and air conditioner |
JP2021189964A (en) * | 2020-06-03 | 2021-12-13 | 日立グローバルライフソリューションズ株式会社 | Anomaly diagnostic device and anomaly diagnostic method |
WO2021245941A1 (en) * | 2020-06-05 | 2021-12-09 | 三菱電機株式会社 | Air conditioner diagnosis system and learning device |
WO2021250787A1 (en) * | 2020-06-09 | 2021-12-16 | 三菱電機株式会社 | Air conditioning system |
CN111981635B (en) * | 2020-07-21 | 2021-12-31 | 沈阳安新自动化控制有限公司 | Central air conditioner fault prediction and diagnosis method adopting double intelligent algorithms |
CN113339970B (en) * | 2021-05-26 | 2022-04-15 | 青岛海尔空调器有限总公司 | Method and device for detecting indoor temperature and intelligent air conditioner |
WO2023013077A1 (en) * | 2021-08-06 | 2023-02-09 | 三菱電機株式会社 | Air conditioning system and inspection method |
JPWO2023170780A1 (en) * | 2022-03-08 | 2023-09-14 | ||
TWI841092B (en) * | 2022-12-05 | 2024-05-01 | 台灣松下電器股份有限公司 | Refrigerator monitoring system and monitoring host |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5372015A (en) * | 1991-07-05 | 1994-12-13 | Kabushiki Kaisha Toshiba | Air conditioner controller |
US5442926A (en) * | 1993-03-29 | 1995-08-22 | Sanyo Electric Co., Ltd. | Control system for air-conditioner |
EP0740256A2 (en) * | 1994-05-03 | 1996-10-30 | Yamatake-Honeywell Co. Ltd. | Building management set value decision support apparatus, set value learning apparatus, set value determining apparatus, and neural network operation apparatus |
US20150248118A1 (en) * | 2014-02-26 | 2015-09-03 | Board Of Trustees Of The University Of Alabama | Systems and methods for modeling energy consumption and creating demand response strategies using learning-based approaches |
US20160246269A1 (en) * | 2015-02-24 | 2016-08-25 | Siemens Industry, Inc. | Variable air volume modeling for an hvac system |
Family Cites Families (16)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN1092151A (en) * | 1993-03-08 | 1994-09-14 | 三洋电机株式会社 | The control method of air conditioner |
JP4018374B2 (en) * | 2001-11-21 | 2007-12-05 | 株式会社山武 | Air conditioner abnormality detection device, abnormality detection method, and program |
JP3897680B2 (en) | 2002-10-29 | 2007-03-28 | ヤマハリビングテック株式会社 | Hot water supply equipment |
JP4196804B2 (en) * | 2003-10-17 | 2008-12-17 | 日立アプライアンス株式会社 | Inverter air conditioner |
JP2005301582A (en) * | 2004-04-09 | 2005-10-27 | Toshiba Corp | Process management device |
CN100513944C (en) * | 2005-02-24 | 2009-07-15 | 三菱电机株式会社 | Air-conditioning plant |
JP4749369B2 (en) * | 2007-03-30 | 2011-08-17 | 三菱電機株式会社 | Refrigeration cycle apparatus failure diagnosis apparatus and refrigeration cycle apparatus equipped with the same |
JP2009014233A (en) | 2007-07-03 | 2009-01-22 | Hitachi Appliances Inc | Air conditioner, and management system of air conditioner |
US9285802B2 (en) * | 2011-02-28 | 2016-03-15 | Emerson Electric Co. | Residential solutions HVAC monitoring and diagnosis |
US9551504B2 (en) * | 2013-03-15 | 2017-01-24 | Emerson Electric Co. | HVAC system remote monitoring and diagnosis |
US10670293B2 (en) * | 2014-06-12 | 2020-06-02 | Emerson Electric Co. | HVAC system mode detection based on control line current |
US10510016B2 (en) * | 2014-11-17 | 2019-12-17 | Optimitive S.L.U. | Methods and systems using a composition of autonomous self-learning software components for performing complex real time data-processing tasks |
US20210287311A1 (en) * | 2015-09-11 | 2021-09-16 | Johnson Controls Technology Company | Thermostat having network connected branding features |
US11087417B2 (en) * | 2015-09-11 | 2021-08-10 | Johnson Controls Tyco IP Holdings LLP | Thermostat with bi-directional communications interface for monitoring HVAC equipment |
EP3412982B1 (en) * | 2016-02-04 | 2019-09-25 | Mitsubishi Electric Corporation | Air conditioning control evaluation device, air conditioning system, air conditioning control evaluation method and program |
US10496065B2 (en) * | 2016-04-11 | 2019-12-03 | Emerson Electric Co. | Systems and methods for mobile application for HVAC installation and diagnostics |
-
2016
- 2016-11-18 WO PCT/JP2016/084231 patent/WO2018092258A1/en active Application Filing
- 2016-11-18 JP JP2018550954A patent/JP6625239B2/en active Active
- 2016-11-18 EP EP16904841.0A patent/EP3348924B1/en active Active
- 2016-11-18 US US16/328,878 patent/US11486594B2/en active Active
- 2016-11-18 CN CN201680090745.9A patent/CN109937331B/en active Active
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5372015A (en) * | 1991-07-05 | 1994-12-13 | Kabushiki Kaisha Toshiba | Air conditioner controller |
US5442926A (en) * | 1993-03-29 | 1995-08-22 | Sanyo Electric Co., Ltd. | Control system for air-conditioner |
EP0740256A2 (en) * | 1994-05-03 | 1996-10-30 | Yamatake-Honeywell Co. Ltd. | Building management set value decision support apparatus, set value learning apparatus, set value determining apparatus, and neural network operation apparatus |
US20150248118A1 (en) * | 2014-02-26 | 2015-09-03 | Board Of Trustees Of The University Of Alabama | Systems and methods for modeling energy consumption and creating demand response strategies using learning-based approaches |
US20160246269A1 (en) * | 2015-02-24 | 2016-08-25 | Siemens Industry, Inc. | Variable air volume modeling for an hvac system |
Non-Patent Citations (1)
Title |
---|
See also references of WO2018092258A1 * |
Also Published As
Publication number | Publication date |
---|---|
EP3348924A1 (en) | 2018-07-18 |
US11486594B2 (en) | 2022-11-01 |
JPWO2018092258A1 (en) | 2019-02-21 |
CN109937331A (en) | 2019-06-25 |
EP3348924B1 (en) | 2019-08-28 |
US20200049363A1 (en) | 2020-02-13 |
WO2018092258A1 (en) | 2018-05-24 |
CN109937331B (en) | 2020-11-24 |
JP6625239B2 (en) | 2019-12-25 |
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